Research Article
[Retracted] Efficient Prediction of Missed Clinical Appointment Using Machine Learning
Table 7
Show and no-show Adasyn appointment prediction result by mean square error and AUC.
| Algorithm | MSE | AUC |
| Random forest | 0.16 | 83.26% | Decision tree | 0.15 | 85.03% | Logistic regression | 0.334 | 66.51% | XG Boost | 0.21 | 78.43% | Gradient boosting | 0.255 | 74.46% | Adaboost | 0.279 | 71.98% | Naive Bayes | 0.338 | 66.20% | SGD | 0.339 | 63.49% | Multilayer perceptron | 0.3408 | 65.94% | SVM | 0.28 | 68.90% |
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